federated-xgboost
secure-xgboost
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federated-xgboost | secure-xgboost | |
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1 | 1 | |
64 | 101 | |
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1.2 | 0.0 | |
about 1 year ago | over 1 year ago | |
C++ | C++ | |
- | Apache License 2.0 |
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federated-xgboost
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Federated XGBoost
Have you seen this github repo? https://github.com/mc2-project/federated-xgboost
secure-xgboost
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Announcing MC²: Securely perform analytics and machine learning on confidential data
The MC2 Compute Services: MC2 offers several compute services: these include Spark SQL, distributed XGBoost, and secure aggregation for federated learning. All are intended to run in a primarily untrusted environment, such as a cluster of machines hosted on a public cloud, that has support for trusted execution environments (hardware enclaves). Data is encrypted in transit using a client key and only ever decrypted inside hardware enclaves, providing the previously mentioned security guarantees for data-in-use. For all compute services, MC2 leverages the Open Enclave SDK, a project intended to provide a consistent API for a variety of different enclave architectures.
What are some alternatives?
flower - Flower: A Friendly Federated Learning Framework
delphi - A Cryptographic Inference Service for Neural Networks
FedML - FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on any GPU cloud or on-premise cluster. Built on this library, FEDML Nexus AI (https://fedml.ai) is your generative AI platform at scale.
mc2 - A Platform for Secure Analytics and Machine Learning
cerebro - Cerebro: A platform for Secure Coopetitive Learning
breaching - Breaching privacy in federated learning scenarios for vision and text
opaque-sql - An encrypted data analytics platform
AIJack - Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)
twinning - Data Twinning
keepassxc - KeePassXC is a cross-platform community-driven port of the Windows application “Keepass Password Safe”.
secure-aggregation - Secure aggregation for federated learning using enclaves